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Knuth is widely hailed as the "Father of Algorithms" for his pioneering work in computer science and contributions to the field of algorithm analysis. His comprehensive multi-volume work "The Art of Computer Programming" revolutionized the field and established a rigorous foundation for the analysis and design of algorithms, significantly impacting the development of modern computing.